Abstract:
Decision-making plays an essential role in basketball offense. Offensive players must make effective decisions to score a basket in various defensive situations. Virtual ...Show MoreMetadata
Abstract:
Decision-making plays an essential role in basketball offense. Offensive players must make effective decisions to score a basket in various defensive situations. Virtual reality (VR) has been widely used in the training of athletes to strengthen their ability to make optimal decisions by creating controllable repeatable training scenarios. In this article, an action-aware offensive decision-making training system for basketball using VR and artificial intelligence is proposed. The proposed system is composed of different virtual defensive scenarios and an offensive action recognition framework. Trainees wearing head-mounted display and a motion capture suit are trained by intuitively interacting with the VR system and receive decision suggestions when a bad one is made. This study changes the training media and methods to create an immersive training environment during the training phase and evaluates the training effectiveness. These training scenarios are a conventional tactics board, the proposed VR system with a prerecorded 360^\circ panorama video, and the VR system with computer-simulated virtual content. Results indicate that the training scenario affects the training in terms of decision time.
Published in: IEEE Transactions on Learning Technologies ( Volume: 14, Issue: 6, 01 December 2021)
Funding Agency:
Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
Wan-Lun Tsai received the B.S. and Ph.D. degrees from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2016 and 2021, respectively.
Her research interests include computer graphics, virtual reality, and human–computer interaction.
Wan-Lun Tsai received the B.S. and Ph.D. degrees from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2016 and 2021, respectively.
Her research interests include computer graphics, virtual reality, and human–computer interaction.View more
Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
Li-Wen Su received the B.S. degree from the Department of Computer Science and Information Engineering, National Cheng Kung University (NCKU), Tainan, Taiwan, in 2019, and the M.S degree from the Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan, in 2021.
She is currently with the Department of Computer Science and Information Engineering, NCKU. Her research interests in...Show More
Li-Wen Su received the B.S. degree from the Department of Computer Science and Information Engineering, National Cheng Kung University (NCKU), Tainan, Taiwan, in 2019, and the M.S degree from the Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan, in 2021.
She is currently with the Department of Computer Science and Information Engineering, NCKU. Her research interests in...View more
Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
Carnegie Mellon University, Pittsburgh, PA, USA
Tsai-Yen Ko received the B.S. degree from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2019. She is currently working toward the master's degree in entertainment technology with Carnegie Mellon University, Pittsburgh, PA, USA.
Her research interests include human–computer interaction, user experience, virtual reality, and augmented reality.
Tsai-Yen Ko received the B.S. degree from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2019. She is currently working toward the master's degree in entertainment technology with Carnegie Mellon University, Pittsburgh, PA, USA.
Her research interests include human–computer interaction, user experience, virtual reality, and augmented reality.View more
Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan
Tse-Yu Pan (Member, IEEE) received the B.S. degree from the National Taiwan University of Science and Technology, Taipei, Taiwan, in 2013, and the Ph.D. degree from National Cheng Kung University, Tainan, Taiwan, in 2018, both in computer science and information engineering.
He is currently a Postdoctoral Researcher with National Tsing Hua University, Hsinchu, Taiwan. His research interests include human–computer interacti...Show More
Tse-Yu Pan (Member, IEEE) received the B.S. degree from the National Taiwan University of Science and Technology, Taipei, Taiwan, in 2013, and the Ph.D. degree from National Cheng Kung University, Tainan, Taiwan, in 2018, both in computer science and information engineering.
He is currently a Postdoctoral Researcher with National Tsing Hua University, Hsinchu, Taiwan. His research interests include human–computer interacti...View more
Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan
Min-Chun Hu (Member, IEEE) received the B.S. and M.S. degrees in computer science and information engineering from National Chiao Tung University, Hsinchu, Taiwan, in 2004 and 2006, respectively, and the Ph.D. degree in Department of Computer Science and Engineering from the Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei, Taiwan, in 2011.
She is currently an Associate Professor with the...Show More
Min-Chun Hu (Member, IEEE) received the B.S. and M.S. degrees in computer science and information engineering from National Chiao Tung University, Hsinchu, Taiwan, in 2004 and 2006, respectively, and the Ph.D. degree in Department of Computer Science and Engineering from the Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei, Taiwan, in 2011.
She is currently an Associate Professor with the...View more
Contents Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
Wan-Lun Tsai received the B.S. and Ph.D. degrees from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2016 and 2021, respectively.
Her research interests include computer graphics, virtual reality, and human–computer interaction.
Wan-Lun Tsai received the B.S. and Ph.D. degrees from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2016 and 2021, respectively.
Her research interests include computer graphics, virtual reality, and human–computer interaction.View more
Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
Li-Wen Su received the B.S. degree from the Department of Computer Science and Information Engineering, National Cheng Kung University (NCKU), Tainan, Taiwan, in 2019, and the M.S degree from the Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan, in 2021.
She is currently with the Department of Computer Science and Information Engineering, NCKU. Her research interests include human–computer interaction and virtual reality.
Li-Wen Su received the B.S. degree from the Department of Computer Science and Information Engineering, National Cheng Kung University (NCKU), Tainan, Taiwan, in 2019, and the M.S degree from the Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan, in 2021.
She is currently with the Department of Computer Science and Information Engineering, NCKU. Her research interests include human–computer interaction and virtual reality.View more
Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan
Carnegie Mellon University, Pittsburgh, PA, USA
Tsai-Yen Ko received the B.S. degree from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2019. She is currently working toward the master's degree in entertainment technology with Carnegie Mellon University, Pittsburgh, PA, USA.
Her research interests include human–computer interaction, user experience, virtual reality, and augmented reality.
Tsai-Yen Ko received the B.S. degree from the Department of Computer Science and Engineering, National Cheng Kung University, Tainan, Taiwan, in 2019. She is currently working toward the master's degree in entertainment technology with Carnegie Mellon University, Pittsburgh, PA, USA.
Her research interests include human–computer interaction, user experience, virtual reality, and augmented reality.View more
Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan
Tse-Yu Pan (Member, IEEE) received the B.S. degree from the National Taiwan University of Science and Technology, Taipei, Taiwan, in 2013, and the Ph.D. degree from National Cheng Kung University, Tainan, Taiwan, in 2018, both in computer science and information engineering.
He is currently a Postdoctoral Researcher with National Tsing Hua University, Hsinchu, Taiwan. His research interests include human–computer interaction, digital signal processing, pattern recognition, computer vision, and multimedia information systems.
Dr. Pan was the recipient of the Doctoral Fellowship from the Pan Wen Yuan Foundation in 2016, the Student Travel Grant of Multimedia Conference from the ACM Special Interest Group on Multimedia in 2017, and the Excellent Reviewer Award at 2018 IEEE Visual Communications and Image Processing. He is a Member of Phi Tau Phi.
Tse-Yu Pan (Member, IEEE) received the B.S. degree from the National Taiwan University of Science and Technology, Taipei, Taiwan, in 2013, and the Ph.D. degree from National Cheng Kung University, Tainan, Taiwan, in 2018, both in computer science and information engineering.
He is currently a Postdoctoral Researcher with National Tsing Hua University, Hsinchu, Taiwan. His research interests include human–computer interaction, digital signal processing, pattern recognition, computer vision, and multimedia information systems.
Dr. Pan was the recipient of the Doctoral Fellowship from the Pan Wen Yuan Foundation in 2016, the Student Travel Grant of Multimedia Conference from the ACM Special Interest Group on Multimedia in 2017, and the Excellent Reviewer Award at 2018 IEEE Visual Communications and Image Processing. He is a Member of Phi Tau Phi.View more
Department of Computer Science, National Tsing Hua University, Hsinchu, Taiwan
Min-Chun Hu (Member, IEEE) received the B.S. and M.S. degrees in computer science and information engineering from National Chiao Tung University, Hsinchu, Taiwan, in 2004 and 2006, respectively, and the Ph.D. degree in Department of Computer Science and Engineering from the Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei, Taiwan, in 2011.
She is currently an Associate Professor with the Department of Computer Science, National Tsing Hua University, Hsinchu. From 2012 to 2017, she was an Assistant Professor with the Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan, where she became an Associate Professor in 2018. She has authored or coauthored more than 90 papers in international journals and conferences. Her research interests include digital signal processing, multimedia content analysis, machine learning, computer vision, computer graphics, virtual reality, and augmented reality.
Dr. Hu was the recipient of the Exploration Research Award from the Pan Wen Yuan Foundation in 2015, the Outstanding Youth Award from the Computer Society of the Republic of China in 2017, and the Best Young Professional Member Award of the IEEE Tainan Section in 2018.
Min-Chun Hu (Member, IEEE) received the B.S. and M.S. degrees in computer science and information engineering from National Chiao Tung University, Hsinchu, Taiwan, in 2004 and 2006, respectively, and the Ph.D. degree in Department of Computer Science and Engineering from the Graduate Institute of Networking and Multimedia, National Taiwan University, Taipei, Taiwan, in 2011.
She is currently an Associate Professor with the Department of Computer Science, National Tsing Hua University, Hsinchu. From 2012 to 2017, she was an Assistant Professor with the Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan, Taiwan, where she became an Associate Professor in 2018. She has authored or coauthored more than 90 papers in international journals and conferences. Her research interests include digital signal processing, multimedia content analysis, machine learning, computer vision, computer graphics, virtual reality, and augmented reality.
Dr. Hu was the recipient of the Exploration Research Award from the Pan Wen Yuan Foundation in 2015, the Outstanding Youth Award from the Computer Society of the Republic of China in 2017, and the Best Young Professional Member Award of the IEEE Tainan Section in 2018.View more
